PLOS waterPub Date : 2023-09-13DOI: 10.1371/journal.pwat.0000101
Lauren M. Kuehne, Chris Dickens, David Tickner, Mathis L. Messager, Julian D. Olden, Gordon O’Brien, Bernhard Lehner, Nishadi Eriyagama
{"title":"The future of global river health monitoring","authors":"Lauren M. Kuehne, Chris Dickens, David Tickner, Mathis L. Messager, Julian D. Olden, Gordon O’Brien, Bernhard Lehner, Nishadi Eriyagama","doi":"10.1371/journal.pwat.0000101","DOIUrl":"https://doi.org/10.1371/journal.pwat.0000101","url":null,"abstract":"Rivers are the arteries of human civilisation and culture, providing essential goods and services that underpin water and food security, socio-economic development and climate resilience. They also support an extraordinary diversity of biological life. Human appropriation of land and water together with changes in climate have jointly driven rapid declines in river health and biodiversity worldwide, stimulating calls for an Emergency Recovery Plan for freshwater ecosystems. Yet freshwater ecosystems like rivers have been consistently under-represented within global agreements such as the UN Sustainable Development Goals and the UN Convention on Biological Diversity. Even where such agreements acknowledge that river health is important, implementation is hampered by inadequate global-scale indicators and a lack of coherent monitoring efforts. Consequently, there is no reliable basis for tracking global trends in river health, assessing the impacts of international agreements on river ecosystems and guiding global investments in river management to priority issues or regions. We reviewed national and regional approaches for river health monitoring to develop a comprehensive set of scalable indicators that can support “top-down” global surveillance while also facilitating standardised “bottom-up” local monitoring efforts. We evaluate readiness of these indicators for implementation at a global scale, based on their current status and emerging improvements in underlying data sources and methodologies. We chart a road map that identifies data and technical priorities and opportunities to advance global river health monitoring such that an adequate monitoring framework could be in place and implemented by 2030, with the potential for substantial enhancement by 2050. Lastly, we present recommendations for coordinated action and investment by policy makers, research funders and scientists to develop and implement the framework to support conservation and restoration of river health globally.","PeriodicalId":93672,"journal":{"name":"PLOS water","volume":"66 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134989621","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Desiccation of ecosystem-critical microbialites in the shrinking Great Salt Lake, Utah (USA)","authors":"Carie Frantz, Cecilia Gibby, Rebekah Nilson, Cole J. Stern, Maggie Nguyen, Cody Ellsworth, Hank Dolan, Alvin Sihapanya, Jake Aeschlimann, Bonnie K. Baxter","doi":"10.1371/journal.pwat.0000100","DOIUrl":"https://doi.org/10.1371/journal.pwat.0000100","url":null,"abstract":"Great Salt Lake hosts an ecosystem that is critical to migratory birds and international aquaculture, yet it is currently threatened by falling lake elevation and high lakewater salinity resulting from water diversions in the upstream watershed and the enduring megadrought in the western United States. Microbialite reefs underpin the ecosystem, hosting a surface microbial community that is estimated to contribute 30% of the lake’s primary productivity. We monitored exposure, desiccation, and bleaching over time in an area of microbialite reef. During this period, lake elevation fell by 1.8 m, and salinity increased from 11.0% to 19.5% in open-water portions of the outer reef, reaching halite saturation in hydrologically closed regions. When exposed, microbialite bleaching was rapid. Bleached microbialites are not necessarily dead, however, with communities and chlorophyll persisting beneath microbialite surfaces for several months of exposure and desiccation. However, superficial losses in the mat community resulted in enhanced microbialite weathering. In microbialite recovery experiments with bleached microbialite pieces, partial community recovery was rapid at salinities ≤ 17%. 16S and 18S rRNA gene sequencing indicated that recovery was driven by initial seeding from lakewater. At higher salinity levels, eventual accumulation of chlorophyll may reflect accumulation and preservation of lake material in halite crusts vs. true recovery. Our results indicate that increased water input should be prioritized in order to return the lake to an elevation that submerges microbialite reefs and lowers salinity levels. Without quick action to reverse diversions in the watershed, loss of pelagic microbial community members due to sustained high salinity could prevent the recovery of the ecosystem-critical microbialite surface communities in Great Salt Lake.","PeriodicalId":93672,"journal":{"name":"PLOS water","volume":"66 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135878164","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLOS waterPub Date : 2023-09-12DOI: 10.1371/journal.pwat.0000104
Anne Poelina, Magali McDuffie, Marlikka Perdrisat
{"title":"Martuwarra Fitzroy River Watershed: One society, one river law","authors":"Anne Poelina, Magali McDuffie, Marlikka Perdrisat","doi":"10.1371/journal.pwat.0000104","DOIUrl":"https://doi.org/10.1371/journal.pwat.0000104","url":null,"abstract":"The paper is an account of the work undertaken within ‘Martuwarra’, the Fitzroy River Watershed, in the Kimberley region of Western Australia. It is led by the sacred ancestral River, Martuwarra, who is given agency as a published author, and the creator of First Law, Warloongarriy Law. Poelina and Perdrisat come to this story through their lived experience as a Yi-Martuwarra marninil , Nyikina Warrwa Indigenous Australian women who belong to Martuwarra. McDuffie comes as a long-time non-Indigenous friend, family, filmmaker, who completed her doctoral research continuing her deep and enduring relationship with Nyikina people. Our work examines the colonial approaches still in use by government and industry, which are responsible for the ongoing injustices experienced by Indigenous Australians, our environment, and our non-human kin. It suggests implications for future research, education and policy, with a focus on watershed approaches, on moving from dis-ease towards health, through modelling economic and social well-being for the sustainability of the lifeways of everything and everyone around us. We see ourselves as ‘one society’ of planetary citizens, working to transform watersheds, globally, seeing cultural flows in all forms of living water as life, critical to sustain humanity within our common home, Mother Earth. We believe this can only be achieved by valuing the wisdom of Indigenous peoples, igniting our dialogic actions through an ethics of care, love, and peace.","PeriodicalId":93672,"journal":{"name":"PLOS water","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135825933","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLOS waterPub Date : 2023-09-07DOI: 10.1371/journal.pwat.0000172
S. Haaland, B. Eikebrokk, G. Riise, R. D. Vogt
{"title":"Browning of Scottish surface water sources exposed to climate change","authors":"S. Haaland, B. Eikebrokk, G. Riise, R. D. Vogt","doi":"10.1371/journal.pwat.0000172","DOIUrl":"https://doi.org/10.1371/journal.pwat.0000172","url":null,"abstract":"Levels of dissolved natural organic matter (DNOM) are increasing in our boreal watercourses. This is manifested by an apparent increase in its yellow to brown colour of the water, i.e., browning. Sound predictions of future changes in colour of our freshwaters is a prerequisite for predicting effects on aquatic fauna and a sustainable operation of drinking water facilities using surface waters as raw water sources. A model for the effect of climate on colour (mg Pt L-1) has been developed for two surface raw water sources in Scotland, i.e., at Bracadale and Port Charlotte. Both sites are situated far out on the Scottish west coast, without major impact of acid rain, with limited amounts of frost, and with limited recent land-use changes. The model was fitted to 15 years long data-series on colour measurements, provided by Scottish Water, at the two sites. Meteorological data were provided by UK Met. The models perform well for both sites in simulating the variation in monthly measured colour, explaining 89 and 90% of the variation at Bracadale and Port Charlotte, respectively. These well fitted models were used to predict future changes in colour due to changes in temperature and precipitation based on median climate data from a high emission climate RCP8.5 scenario from the HadCM3 climate model (UKCP18). The model predicted an increase in monthly average colour during growing season at both sites from about 150 mg Pt L-1 to about 200 mg Pt L-1 in 2050–2079. Temperature is found to be the most important positively driver for colour development at both sites.","PeriodicalId":93672,"journal":{"name":"PLOS water","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48889319","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLOS waterPub Date : 2023-09-07DOI: 10.1371/journal.pwat.0000173
Hussam Hussein, Zoe Campbell, Josephine Leather, Patrick Ryce
{"title":"Putting diplomacy at the forefront of Water Diplomacy","authors":"Hussam Hussein, Zoe Campbell, Josephine Leather, Patrick Ryce","doi":"10.1371/journal.pwat.0000173","DOIUrl":"https://doi.org/10.1371/journal.pwat.0000173","url":null,"abstract":"Water diplomacy is a recent term that has been used to analyse hydropoltiical dynamics and issues that may arise when discussing transboundary water governance. In fact, the shared nature of transboundary water resources may lead to tension over their allocation and use which can in turn aggravate or harm interstate relations and cooperation. This is important as most freshwater resource systems cross jurisdictional borders, with 153 countries sharing transboundary rivers, lakes, and aquifers. Thus, a coordinated and sustainable management of these resources through water diplomacy is vital. While the concept of water diplomacy has been defined in several ways, we stress the need to emphasise diplomacy and the goals beyond the water field when considering this concept.","PeriodicalId":93672,"journal":{"name":"PLOS water","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46717991","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLOS waterPub Date : 2023-09-06DOI: 10.1371/journal.pwat.0000169
Yuji Saikai, Allan Peake, Karine Chenu
{"title":"Deep reinforcement learning for irrigation scheduling using high-dimensional sensor feedback","authors":"Yuji Saikai, Allan Peake, Karine Chenu","doi":"10.1371/journal.pwat.0000169","DOIUrl":"https://doi.org/10.1371/journal.pwat.0000169","url":null,"abstract":"Deep reinforcement learning has considerable potential to improve irrigation scheduling in many cropping systems by applying adaptive amounts of water based on various measurements over time. The goal is to discover an intelligent decision rule that processes information available to growers and prescribes sensible irrigation amounts for the time steps considered. Due to the technical novelty, however, the research on the technique remains sparse and impractical. To accelerate the progress, the paper proposes a principled framework and actionable procedure that allow researchers to formulate their own optimisation problems and implement solution algorithms based on deep reinforcement learning. The effectiveness of the framework was demonstrated using a case study of irrigated wheat grown in a productive region of Australia where profits were maximised. Specifically, the decision rule takes nine state variable inputs: crop phenological stage, leaf area index, extractable soil water for each of the five top layers, cumulative rainfall and cumulative irrigation. It returns a probabilistic prescription over five candidate irrigation amounts (0, 10, 20, 30 and 40 mm) every day. The production system was simulated at Goondiwindi using the APSIM-Wheat crop model. After training in the learning environment using 1981–2010 weather data, the learned decision rule was tested individually for each year of 2011–2020. The results were compared against the benchmark profits obtained by a conventional rule common in the region. The discovered decision rule prescribed daily irrigation amounts that uniformly improved on the conventional rule for all the testing years, and the largest improvement reached 17% in 2018. The framework is general and applicable to a wide range of cropping systems with realistic optimisation problems.","PeriodicalId":93672,"journal":{"name":"PLOS water","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135098103","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLOS waterPub Date : 2023-09-05DOI: 10.1371/journal.pwat.0000154
Andrea K. Lemaitre, Joshua D. Miller, Justin Stoler
{"title":"Household water insecurity experiences and their perceived determinants in a low-income community of Cartagena, Colombia, during a water service expansion project","authors":"Andrea K. Lemaitre, Joshua D. Miller, Justin Stoler","doi":"10.1371/journal.pwat.0000154","DOIUrl":"https://doi.org/10.1371/journal.pwat.0000154","url":null,"abstract":"Traditional water indicators primarily focus on water quantity and quality, but emergent research demonstrates that measurement of lived experiences with water availability, accessibility, and use is important for understanding how household water insecurity impacts health and well-being. Few empirical studies have explored which household water insecurity experiences are most salient, or their potential causes, in Latin American cities. We analyzed data from 266 households in a low-income settlement of Cartagena, Colombia, to identify correlates and perceived determinants of water insecurity. The most prevalent household water insecurity experiences were water supply interruptions (96%), water worry (94%), and anger about the water situation (90%). Unexpected water interruptions and use of non-piped primary drinking water sources were associated with greater household water insecurity scores, water worry subscores, and hygiene subscores. Respondents perceived water issues in their community to be caused by deficiencies in gray infrastructure (49%), which included deficiencies in water distribution, treatment, or storage technologies. Social infrastructure (36%), including issues with political, economic, or administrative systems, was also cited as a barrier to water security. We did not detect significant relationships between water insecurity scores and the attribution of these problems to gray or social infrastructure, but there may be relationships between these factors and duration of residency and using a non-piped water source. These findings underscore the importance of socio-political factors and community engagement for improving urban water insecurity through slum-upgrade projects.","PeriodicalId":93672,"journal":{"name":"PLOS water","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43376316","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLOS waterPub Date : 2023-08-30DOI: 10.1371/journal.pwat.0000146
C. Nounkeu, Kevin Toumba Aoutaksa, C. B. Ndongo, S. Eyebe, A. Amani, Brian Bongwong Tamfon, Patrice Leumeni, Florent Kamkumo Ouabo, Daniele Sandra Yopa, Mathieu Ari, Bertin Nono, M. Ngoufack, N. Azza, E. Kouotou, J. Dharod, G. Nguefack-Tsague
{"title":"The status of water access, sanitation, and hygiene in schools: A cross sectional survey to identify capacities and assess coverage in Garoua, North Cameroon","authors":"C. Nounkeu, Kevin Toumba Aoutaksa, C. B. Ndongo, S. Eyebe, A. Amani, Brian Bongwong Tamfon, Patrice Leumeni, Florent Kamkumo Ouabo, Daniele Sandra Yopa, Mathieu Ari, Bertin Nono, M. Ngoufack, N. Azza, E. Kouotou, J. Dharod, G. Nguefack-Tsague","doi":"10.1371/journal.pwat.0000146","DOIUrl":"https://doi.org/10.1371/journal.pwat.0000146","url":null,"abstract":"There has been an increasing global interest in understanding, documenting, and monitoring water, sanitation, and hygiene (WASH) services in schools. This study is the first to identify existing WASH-in-school capacities and understand the magnitude of the gaps in WASH coverage in schools in the Northern Cameroon, a region of the country marked by recurrent sanitary emergencies, the highest prevalence of acute malnutrition, and representing the largest and heaviest focus of food and water insecurity. Using a cross-sectional design, relevant authorities of 176 schools in Garoua, were interviewed. The survey guide included core questions for monitoring WASH in schools from recommended guidelines. Eleven indicators-related variables were extracted from data to calculate the WASH-in-school indicators composite score, which could be used as a more reliable and useful tool for comparison across settings and can contribute to harmonize data with WASH in schools related indicators applied in national surveys. The results of this research showed suboptimal drinking water supply systems and sanitation facilities whereas most schools had hand washing points available. However, activities that aimed to promote and sustain a WASH positive environment among children still need to be put in place. The WASH-in-school indicators composite score predictive value corroborated the disparities related to WASH access in schools located in Garoua. This score hence provides an assessment of the spatial dimensions of reduced access to water in schools, improper hygiene practices, and inadequate sanitation facilities. Such a score could be used to identify hotspots lacking WASH infrastructural facilities and strategize optimal interventions to reduce the incidence of WASH related diseases in schools.","PeriodicalId":93672,"journal":{"name":"PLOS water","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48112643","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLOS waterPub Date : 2023-08-30DOI: 10.1371/journal.pwat.0000119
Jesse E. Siegel, A. Fullerton, A. FitzGerald, Damon M. Holzer, Chris E. Jordan
{"title":"Daily stream temperature predictions for free-flowing streams in the Pacific Northwest, USA","authors":"Jesse E. Siegel, A. Fullerton, A. FitzGerald, Damon M. Holzer, Chris E. Jordan","doi":"10.1371/journal.pwat.0000119","DOIUrl":"https://doi.org/10.1371/journal.pwat.0000119","url":null,"abstract":"Supporting sustainable lotic ecosystems and thermal habitats requires estimates of stream temperature that are high in scope and resolution across space and time. We combined and enhanced elements of existing stream temperature models to produce a new statistical model to address this need. Contrasting with previous models that estimated coarser metrics such as monthly or seasonal stream temperature or focused on individual watersheds, we modeled daily stream temperature across the entire calendar year for a broad geographic region. This model reflects mechanistic processes using publicly available climate and landscape covariates in a Generalized Additive Model framework. We allowed covariates to interact while accounting for nonlinear relationships between temporal and spatial covariates to better capture seasonal patterns. To represent variation in sensitivity to climate, we used a moving average of antecedent air temperatures over a variable duration linked to area-standardized streamflow. The moving average window size was longer for reaches having snow-dominated hydrology, especially at higher flows, whereas window size was relatively constant and low for reaches having rain-dominated hydrology. Our model’s ability to capture the temporally-variable impact of snowmelt improved its capacity to predict stream temperature across diverse geography for multiple years. We fit the model to stream temperatures from 1993–2013 and predicted daily stream temperatures for ~261,200 free-flowing stream reaches across the Pacific Northwest USA from 1990–2021. Our daily model fit well (RMSE = 1.76; MAE = 1.32°C). Cross-validation suggested that the model produced useful predictions at unsampled locations across diverse landscapes and climate conditions. These stream temperature predictions will be useful to natural resource practitioners for effective conservation planning in lotic ecosystems and for managing species such as Pacific salmon. Our approach is straightforward and can be adapted to new spatial regions, time periods, or scenarios such as the anticipated decline in snowmelt with climate change.","PeriodicalId":93672,"journal":{"name":"PLOS water","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46732922","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLOS waterPub Date : 2023-08-30DOI: 10.1371/journal.pwat.0000107
T. Rayner, J. Conallin, C. Boys, Rodney Price
{"title":"Protecting fish and farms: Incentivising adoption of modern fish-protection screens for water pumps and gravity-fed diversions in Australia","authors":"T. Rayner, J. Conallin, C. Boys, Rodney Price","doi":"10.1371/journal.pwat.0000107","DOIUrl":"https://doi.org/10.1371/journal.pwat.0000107","url":null,"abstract":"Modern fish-protection screens offer significant potential benefits for Australia. The Commonwealth and New South Wales (NSW) governments have invested over $30m to incentivise early adoption by water users. However, successful adoption requires an understanding of the motivations and abilities of water users, and strategies to overcome key barriers to adoption. Four practices have been used by the NSW Government to strengthen understanding of stakeholders and encourage participation in incentive programs by water users. These are: applying social learning concepts to screening programs; evaluating stakeholder needs; identifying and mapping stakeholders and their relationships; and, integrating science in communication and engagement. Analysing the motivations and abilities of water users revealed three key motivations: to save money, to protect fish, and to improve their reputation or social licence to operate. However, the ability of water users to install a fish-protection screen was found to vary significantly. A range of barriers have been identified by water users in NSW, and solutions or strategies developed to address each one. Today, in Australia, over 2,000 ML/day of water is being delivered through modern fish-protection screens, protecting ~580,000 native fish annually at 31 sites across NSW, Victoria and Queensland (60% being in NSW). Existing investment may see these numbers increase to ~7,000 ML/day and ~2 million native fish/yr by June 2024. The application of the methods to understand and strategically engage with stakeholders should enable improved uptake of screening technologies in other jurisdictions and areas of conservation concern into the future.","PeriodicalId":93672,"journal":{"name":"PLOS water","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44313743","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}